I have forgotten to include the following lines (as stated in tutorial) in CMakeLists.txt
include_directories(${PCL_INCLUDE_DIRS}) link_directories(${PCL_LIBRARY_DIRS})
add_definitions(${PCL_DEFINITIONS}) target_link_libraries (APPLICATION${PCL_LIBRARIES})